Evidence-Led Research Pipelines: RSS, Official Domains, and Source Provenance
How to eliminate AI hallucinations and generic content by separating raw sources from editorial interpretation (Source → Decision → Draft).
- Never ask an LLM to simultaneously invent facts and write in your brand style; separate source gathering from drafting.
- Curated RSS feeds, official domain allowlists, and existing workspace articles create a high-signal research pool.
- Every draft should preserve a provenance trail: Source Material → Strategic Interpretation → Drafted Content.
The Zero-Provenance Content Crisis
The internet is flooded with AI-generated articles that summarize other summaries without a single primary source. When a writer or agent generates an article without a structured research input, two things happen: facts blur into plausible-sounding hallucinations, and the resulting piece has zero original angle.
Prompting "Write a 1,500-word guide on bikepacking bags" with no source material or citation rules.
Curated RSS / Official Domains / Workspace Articles → Source Evaluation → Editorial Brief → Provenance-Linked Draft.
1. The Three-Step Provenance Chain: Source → Decision → Draft
High-credibility content teams enforce a strict separation between three artifacts: (1) The Raw Source (what an external study, archival document, or field test actually recorded), (2) The Editorial Decision (why this fact matters to our audience and how it connects to our active strategy pillar), and (3) The Draft (the article or post written in our Brand Voice).
Keeping raw facts separate from brand interpretation prevents subtle distortion. An editor can verify the source quote in isolation before approving how the brand frames it.
PROVENANCE CONTRACTPreviewing a research source should never overwrite an active draft without an explicit editorial handoff.
{
"sourceEntry": {
"id": "src-bikepacking-load-test-2026",
"origin": "Official Field Test Log / RSS Feed",
"verifiedFact": "Loads above 1.8 kg mounted high on drop bars increase steering oscillation on loose gravel descents.",
"citationUrl": "https://example.org/field-notes/handlebar-mass-distribution"
},
"editorialInterpretation": {
"strategyPillar": "packing-physics",
"brandDecision": "Use the 1.8 kg threshold to explain why DRIFT 4L limits volume to 4 litres and keeps heavy tools low in the frame."
},
"handoffToArticle": {
"preserveSourceCitation": true,
"applyBrandVoice": "fieldwork-technical-editorial",
"respectClaimBoundaries": true
}
}2. Curating RSS Feeds, Official Domains, and Workspace Knowledge
Unfiltered web search returns SEO spam. Instead, configure dedicated Research Profiles per workspace that combine three trusted tiers: curated RSS feeds from primary industry publications, an allowlist of official domains (standards bodies, documentation, archival repositories), and your own previously published workspace articles.
By reusing your own verified workspace articles as source material for follow-up pieces and carousels, your content library becomes a compounding knowledge graph rather than a graveyard of forgotten blog posts.
3. Setting Quality Thresholds and Citation Review
Automated domain filtering is a filter, not a substitute for human judgment. Establish clear citation rules: require every technical or historical claim in an article draft to link back to its originating source entry, and verify citations before scheduling CMS delivery.
Unfiltered LLM Generation vs. Evidence-Led Research Pipeline
| Stage | Unfiltered Prompting | Evidence-Led Pipeline (MUMRO Pattern) |
|---|---|---|
| Input sources | Model training weights + random web snippets | Selected RSS feeds, official domain lists, and workspace articles |
| Fact vs. Opinion | Blended together inside one generated paragraph | Explicitly separated: Source Fact → Brand Interpretation → Draft |
| Traceability | No record of where a statistic or claim originated | Visible Source Trail attached to the article brief and editor |
| Reuse value | One-off output that cannot be trusted as future reference | Verified articles become reusable sources inside the workspace |
Compare: Generic Prompt vs. MUMRO Context Layers (Sources · Brand Voice · Goal)
Two days. Four litres. Rain jacket, trail snacks, and a repair kit on your bars, instead of your back.
Three-point head-tube mounting keeps the load under the 1.8 kg oscillation threshold, eliminating cable rub and steering sway on loose gravel.
See the full 4L packing layout in our website guide and save the checklist before your weekend route.
Every paragraph in MUMRO is backed by explicit context: the hook executes Brand Voice cadence, the body cites a verified field-test source, and the closing executes Strategy v2.
Source: Field Test Log #14 — handlebar oscillation measurements under 1.8 kg load on gravel descents.
Brand Voice: Short declarative numerical opening (4 words), zero exclamation marks, and zero hype adjectives.
Strategy v2 Goal: Drive high-intent saves of the packing checklist and referral clicks to the canonical CMS article.
Dual-Workspace Provenance: From Field Notes & Chronicles to Article Drafts
Both workspaces rely on verifiable facts: Cycling Escapes cites physical load-stability measurements, while Świadek Dziejów cites 16th-century river trade registers.
- Each workspace inspects three distinct source materials with clear provenance metadata.
- The editor reviews the separated interpretation showing how the raw fact connects to the brand’s strategy.
- An explicit handoff transfers the chosen brief into the article editor while preserving the source name and brand boundaries.
Workflow outcome: Writers never start from a blank page, and readers get concrete, citation-backed depth.
Research profiles, citation rules, and explicit source-to-article handoffs.
MUMRO lets you build research from selected RSS feeds, web sources, and saved workspace articles—carrying provenance from the first source inspection all the way into the drafted article.
- Configure research profiles with selected RSS feeds, web search, and official domain requirements.
- Inspect Source → Interpretation → Draft trails (`SourceTrail`) before transferring a brief to the editor.
- Reuse published workspace articles as verified source material for future campaigns.